{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "from scipy import stats\n",
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mean difference detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_sizes = [15, 30, 50, 100, 150, 200, 500, 1000]\n",
    "\n",
    "min_mean = -3\n",
    "max_mean = 3\n",
    "\n",
    "granularity = 300\n",
    "num_iterations = 1000\n",
    "\n",
    "means = np.linspace(min_mean, max_mean, granularity)\n",
    "\n",
    "df_list = list()\n",
    "\n",
    "for sample_size in sample_sizes:\n",
    "    df = pd.DataFrame(data=means, columns=[\"mean_data\"])\n",
    "    \n",
    "    for i in range(num_iterations):\n",
    "        ks_results = list()\n",
    "        \n",
    "        for mean in means:\n",
    "            s0 = np.random.normal(loc=0, scale=1, size=sample_size)\n",
    "            s_test = np.random.normal(loc=mean, scale=1, size=sample_size)\n",
    "            ks_results.append(stats.ks_2samp(s0, s_test)[1])\n",
    "            \n",
    "        df[\"iter_\"+str(i)] = ks_results\n",
    "        \n",
    "    df[\"mean_res\"] = df[df.columns[1:]].mean(axis=1)\n",
    "    df[\"std_res\"] = df[df.columns[1:]].std(axis=1)\n",
    "    df_list.append(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for df in df_list:\n",
    "    fig, ax = plt.subplots(figsize=(25, 5))\n",
    "\n",
    "    plt.errorbar(df[\"mean_data\"], \n",
    "                 df[\"mean_res\"], \n",
    "                 yerr=df[\"std_res\"], \n",
    "                 elinewidth=0.7,\n",
    "                 linestyle=\"--\", \n",
    "                 marker=\".\", ecolor=\"red\", alpha=0.5, color=\"black\")\n",
    "    \n",
    "    ax.fill_between([min_mean, max_mean], [0.01, 0.01], [0, 0], alpha=0.2, label=\"0.01\")\n",
    "    ax.fill_between([min_mean, max_mean], [0.05, 0.05], [0.01, 0.01], alpha=0.2, label=\"0.05\")\n",
    "    ax.fill_between([min_mean, max_mean], [0.1, 0.1], [0.05, 0.05], alpha=0.2, label=\"0.1\")\n",
    "    \n",
    "    ax.set_xlim((min_mean, max_mean))\n",
    "    ax.set_ylim((0, 1))\n",
    "    \n",
    "    ax.set_xlabel(\"Normal distribution mean\")\n",
    "    ax.set_ylabel(\"p-value\")\n",
    "    ax.legend(title=\"Confidence levels\")\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving the data to files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "for df, sample_size in zip(df_list, sample_sizes):\n",
    "    df.to_csv(\"mean_changes/size_\"+str(sample_size), header=True, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Standard deviation difference detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_sizes = [15, 30, 50, 100, 150, 200, 500, 1000]\n",
    "\n",
    "min_scale = 0.01\n",
    "max_scale = 3.01\n",
    "\n",
    "granularity = 300\n",
    "num_iterations = 1000\n",
    "\n",
    "scales = np.linspace(min_scale, max_scale, granularity)\n",
    "\n",
    "df_list = list()\n",
    "\n",
    "for sample_size in sample_sizes:\n",
    "    df = pd.DataFrame(data=scales, columns=[\"std_data\"])\n",
    "    \n",
    "    for i in range(num_iterations):\n",
    "        ks_results = list()\n",
    "        \n",
    "        for scale in scales:\n",
    "            s0 = np.random.normal(loc=0, scale=1, size=sample_size)\n",
    "            s_test = np.random.normal(loc=0, scale=scale, size=sample_size)\n",
    "            ks_results.append(stats.ks_2samp(s0, s_test)[1])\n",
    "            \n",
    "        df[\"iter_\"+str(i)] = ks_results\n",
    "        \n",
    "    df[\"mean_res\"] = df[df.columns[1:]].mean(axis=1)\n",
    "    df[\"std_res\"] = df[df.columns[1:]].std(axis=1)\n",
    "    df_list.append(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for df in df_list:\n",
    "    fig, ax = plt.subplots(figsize=(25, 5))\n",
    "\n",
    "    plt.errorbar(df[\"std_data\"], \n",
    "                 df[\"mean_res\"], \n",
    "                 yerr=df[\"std_res\"], \n",
    "                 elinewidth=0.7,\n",
    "                 linestyle=\"--\", \n",
    "                 marker=\".\", ecolor=\"red\", alpha=0.5, color=\"black\")\n",
    "    \n",
    "    ax.fill_between([min_scale, max_scale], [0.01, 0.01], [0, 0], alpha=0.2, label=\"0.01\")\n",
    "    ax.fill_between([min_scale, max_scale], [0.05, 0.05], [0.01, 0.01], alpha=0.2, label=\"0.05\")\n",
    "    ax.fill_between([min_scale, max_scale], [0.1, 0.1], [0.05, 0.05], alpha=0.2, label=\"0.1\")\n",
    "    \n",
    "    ax.set_xlim((min_scale, max_scale))\n",
    "    ax.set_ylim((0, 1))\n",
    "    \n",
    "    ax.set_xlabel(\"Normal distribution standard deviation\")\n",
    "    ax.set_ylabel(\"p-value\")\n",
    "    ax.legend(title=\"Confidence levels\")\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving the data to files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "for df, sample_size in zip(df_list, sample_sizes):\n",
    "    df.to_csv(\"std_changes/size_\"+str(sample_size), header=True, index=False)"
   ]
  }
 ],
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